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Data Privacy vs Machine Learning at ODSC East

Machine learning is seemingly incompatible with data privacy.

I gave a talk on this topic at ODSC East this Spring and my argument is that if you take the appropriate steps to data privacy and governance, it can actually be an enabler for your machine learning initiatives. We’ll dive into some history of data privacy techniques, then into what we believe is the future of privacy, some advanced techniques like differential privacy, and finally, some topics on machine learning inversion attacks and training of models with privatized data.